



'''simple docstring'''

from datasets.utils.patching import _PatchedModuleObj, patch_submodule

from . import _test_patching






def 				a  (     )       ->	str:
		import os as original_os
		from os import path as original_path
		from os import rename as original_rename
		from os.path import dirname as original_dirname
		from os.path import join as original_join

		assert _test_patching.os is original_os
		assert _test_patching.path is original_path
		assert _test_patching.join is original_join

		assert _test_patching.renamed_os is original_os
		assert _test_patching.renamed_path is original_path
		assert _test_patching.renamed_join is original_join

		snake_case__	     ='__test_patch_submodule_mock__'
		with patch_submodule(_test_patching      ,					'os.path.join'      ,					UpperCamelCase_			):
				# Every way to access os.path.join must be patched, and the rest must stay untouched

				# check os.path.join
				assert isinstance(_test_patching.os      ,					_PatchedModuleObj			)
				assert isinstance(_test_patching.os.path      ,					_PatchedModuleObj			)
				assert _test_patching.os.path.join is mock

				# check path.join
				assert isinstance(_test_patching.path      ,					_PatchedModuleObj			)
				assert _test_patching.path.join is mock

				# check join
				assert _test_patching.join is mock

				# check that the other attributes are untouched
				assert _test_patching.os.rename is original_rename
				assert _test_patching.path.dirname is original_dirname
				assert _test_patching.os.path.dirname is original_dirname

				# Even renamed modules or objects must be patched

				# check renamed_os.path.join
				assert isinstance(_test_patching.renamed_os      ,					_PatchedModuleObj			)
				assert isinstance(_test_patching.renamed_os.path      ,					_PatchedModuleObj			)
				assert _test_patching.renamed_os.path.join is mock

				# check renamed_path.join
				assert isinstance(_test_patching.renamed_path      ,					_PatchedModuleObj			)
				assert _test_patching.renamed_path.join is mock

				# check renamed_join
				assert _test_patching.renamed_join is mock

				# check that the other attributes are untouched
				assert _test_patching.renamed_os.rename is original_rename
				assert _test_patching.renamed_path.dirname is original_dirname
				assert _test_patching.renamed_os.path.dirname is original_dirname

		# check that everthing is back to normal when the patch is over

		assert _test_patching.os is original_os
		assert _test_patching.path is original_path
		assert _test_patching.join is original_join

		assert _test_patching.renamed_os is original_os
		assert _test_patching.renamed_path is original_path
		assert _test_patching.renamed_join is original_join






def 				a  (     )       ->	str:
		assert _test_patching.open is open

		snake_case__	     ='__test_patch_submodule_builtin_mock__'
		# _test_patching has "open" in its globals
		assert _test_patching.open is open
		with patch_submodule(_test_patching      ,					'open'      ,					UpperCamelCase_			):
				assert _test_patching.open is mock

		# check that everthing is back to normal when the patch is over

		assert _test_patching.open is open






def 				a  (     )       ->	Tuple:
		# pandas.read_csv is not present in _test_patching
		snake_case__	     ='__test_patch_submodule_missing_mock__'
		with patch_submodule(_test_patching      ,					'pandas.read_csv'      ,					UpperCamelCase_			):
				pass






def 				a  (     )       ->	str:
		# builtin should always be mocked even if they're not in the globals
		# in case they're loaded at one point
		snake_case__	     ='__test_patch_submodule_missing_builtin_mock__'
		# _test_patching doesn't have "len" in its globals
		assert getattr(_test_patching      ,					'len'      ,					UpperCamelCase_			) is None
		with patch_submodule(_test_patching      ,					'len'      ,					UpperCamelCase_			):
				assert _test_patching.len is mock
		assert _test_patching.len is len






def 				a  (     )       ->	List[str]:
		snake_case__	     ='__test_patch_submodule_start_and_stop_mock__'
		snake_case__	     =patch_submodule(_test_patching      ,					'open'      ,					UpperCamelCase_			)
		assert _test_patching.open is open
		patch.start()
		assert _test_patching.open is mock
		patch.stop()
		assert _test_patching.open is open






def 				a  (     )       ->	Optional[Any]:
		from os import rename as original_rename
		from os.path import dirname as original_dirname
		from os.path import join as original_join

		snake_case__	     ='__test_patch_submodule_successive_join__'
		snake_case__	     ='__test_patch_submodule_successive_dirname__'
		snake_case__	     ='__test_patch_submodule_successive_rename__'
		assert _test_patching.os.path.join is original_join
		assert _test_patching.os.path.dirname is original_dirname
		assert _test_patching.os.rename is original_rename

		with patch_submodule(_test_patching      ,					'os.path.join'      ,					UpperCamelCase_			):
				with patch_submodule(_test_patching      ,					'os.rename'      ,					UpperCamelCase_			):
						with patch_submodule(_test_patching      ,					'os.path.dirname'      ,					UpperCamelCase_			):
								assert _test_patching.os.path.join is mock_join
								assert _test_patching.os.path.dirname is mock_dirname
								assert _test_patching.os.rename is mock_rename

    # try another order
		with patch_submodule(_test_patching      ,					'os.rename'      ,					UpperCamelCase_			):
				with patch_submodule(_test_patching      ,					'os.path.join'      ,					UpperCamelCase_			):
						with patch_submodule(_test_patching      ,					'os.path.dirname'      ,					UpperCamelCase_			):
								assert _test_patching.os.path.join is mock_join
								assert _test_patching.os.path.dirname is mock_dirname
								assert _test_patching.os.rename is mock_rename

		assert _test_patching.os.path.join is original_join
		assert _test_patching.os.path.dirname is original_dirname
		assert _test_patching.os.rename is original_rename






def 				a  (     )       ->	Union[str, Any]:
		snake_case__	     ='__test_patch_submodule_doesnt_exist_mock__'
		with patch_submodule(_test_patching      ,					'__module_that_doesn_exist__.__attribute_that_doesn_exist__'      ,					UpperCamelCase_			):
				pass
		with patch_submodule(_test_patching      ,					'os.__attribute_that_doesn_exist__'      ,					UpperCamelCase_			):
				pass









'''simple docstring'''

from collections import OrderedDict
from typing import List, Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


SCREAMING_SNAKE_CASE__     :						Union[str, Any]	=  logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__     :						Union[str, Any]	=  {
    '''google/efficientnet-b7''': '''https://huggingface.co/google/efficientnet-b7/resolve/main/config.json''',
}

class 							a__( snake_case__     ):
			a_	: int									=      '''efficientnet'''






			def __init__(     self					,   _UpperCAmelCase = 3					,   _UpperCAmelCase = 600					,   _UpperCAmelCase = 2.0					,   _UpperCAmelCase = 3.1					,   _UpperCAmelCase = 8					,   _UpperCAmelCase = [3, 3, 5, 3, 5, 5, 3]					,   _UpperCAmelCase = [32, 16, 24, 40, 80, 112, 192]					,   _UpperCAmelCase = [16, 24, 40, 80, 112, 192, 320]					,   _UpperCAmelCase = []					,   _UpperCAmelCase = [1, 2, 2, 2, 1, 2, 1]					,   _UpperCAmelCase = [1, 2, 2, 3, 3, 4, 1]					,   _UpperCAmelCase = [1, 6, 6, 6, 6, 6, 6]					,   _UpperCAmelCase = 0.25					,   _UpperCAmelCase = "swish"					,   _UpperCAmelCase = 2560					,   _UpperCAmelCase = "mean"					,   _UpperCAmelCase = 0.02					,   _UpperCAmelCase = 0.001					,   _UpperCAmelCase = 0.99					,   _UpperCAmelCase = 0.5					,   _UpperCAmelCase = 0.2					,   **_UpperCAmelCase					,   )							->							Dict:
					super().__init__(**_UpperCAmelCase						)

					snake_case__	     =num_channels
					snake_case__	     =image_size
					snake_case__	     =width_coefficient
					snake_case__	     =depth_coefficient
					snake_case__	     =depth_divisor
					snake_case__	     =kernel_sizes
					snake_case__	     =in_channels
					snake_case__	     =out_channels
					snake_case__	     =depthwise_padding
					snake_case__	     =strides
					snake_case__	     =num_block_repeats
					snake_case__	     =expand_ratios
					snake_case__	     =squeeze_expansion_ratio
					snake_case__	     =hidden_act
					snake_case__	     =hidden_dim
					snake_case__	     =pooling_type
					snake_case__	     =initializer_range
					snake_case__	     =batch_norm_eps
					snake_case__	     =batch_norm_momentum
					snake_case__	     =dropout_rate
					snake_case__	     =drop_connect_rate
					snake_case__	     =sum(_UpperCAmelCase						) * 4





class 							a__( snake_case__     ):
			a_	: List[str]									=      version.parse('''1.11'''     )






			@property
			def 						_lowercase  (     self						)							->							Mapping[str, Mapping[int, str]]:
					return OrderedDict(
					    [
					        ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
					    ]						)






			@property
			def 						_lowercase  (     self						)							->							float:
					return 1E-5




